{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# # RAMI Benchmarking \n",
    " The goal of the RAMI4PILPS experiment[^1] is to evaluate different approaches by which Land Surface Models in larger Earth System Models quantify the radiation transfer within vegetation canopies. The RAMI4PILPS can be interpreted as a quality control mechanism used to: \n",
    "\n",
    "1) quantify the errors in the radiative transfer scheme;\n",
    "\n",
    "2) identify the impact that structural and spectral sub-grid variability may have on radiative transfer; and \n",
    "\n",
    "3) verify the conservation of energy at the level of the surface, as well as inconsistencies arising from different levels of assumptions/simplifications. \n",
    "\n",
    "This approach involves direct comparison with reference solutions obtained from highly accurate 3D models identified during the third phase of the RAMI benchmarking exercise[^2]. \n",
    "\n",
    "A set of 3D experiments compares the partitioning of incident solar energy into an absorbed (A) flux, a transmitted (T) flux component and the surface reflectance (R). The overall canopy structure for these test cases is reminiscent of open forest canopies with randomly oriented foliage, confined to spherical volumes located at varying heights above the ground.\n",
    "In here, we use a total of 36 test cases including various canopy density, soil brightness, and illumination conditions for the visible (VIS) (400-700nm) and near infra-red (NIR) (700-3000nm) spectral ranges. \n",
    "\n",
    " [^1]: J.L. Widlowski, B. Pinty, M. Clerici, Y. Dai, M. De Kauwe, K. de Ridder, A. Kallel, H. Kobayashi, T. Lavergne, W. Ni-Meister, A. Olchev, T. Quaife, S. Wang, W. Yang, Y. Yang, and H. Yuan (2011), RAMI4PILPS: An intercomparison of formulations for the partitioning of solar radiation in land surface models, Journal of Geophysical Research, 116, G02019, 25, DOI: 10.1029/2010JG001511.\n",
    " \n",
    " [^2]: Widlowski, J-L., M. Taberner, B. Pinty, V. Bruniquel-Pinel, M. Disney, R. Fernandes, J.-P. Gastellu-Etchegorry, N. Gobron, A. Kuusk, T. Lavergne, S. Leblanc, P. Lewis, E. Martin, M. Mottus, P. J. R. North, W. Qin, M.Robustelli, N. Rochdi, R.Ruiloba, C.Soler, R.Thompson, W. Verhoef, M. M.Verstraete, and D. Xie (2007), 'The third RAdiation transfer Model Intercomparison (RAMI) exercise: Documenting progress in canopy reflectance modelling', Journal of Geophysical Research, 112, D09111, 28, DOI: 10.1029/2006JD007821. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "## Use Julia Plots package and switch to plotly js option:\n",
    "using Plots\n",
    "pyplot()\n",
    "\n",
    "#----------------------------------------------------------------------------\n",
    "\n",
    "# First, we include Revise (good for debugging) and Parameters (tools for structures)\n",
    "\n",
    "#using Revise\n",
    "using Parameters\n",
    "#----------------------------------------------------------------------------\n",
    "\n",
    "# Now include the Land modules\n",
    "\n",
    "using Land\n",
    "using Land.CanopyRT\n",
    "#----------------------------------------------------------------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3-element Array{Float64,1}:\n",
       " 0.90659694\n",
       " 0.83583194\n",
       " 0.44718138"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Defining all reference values for the Sparse case \n",
    "\n",
    "\n",
    "RAMI_SZA = [27.,60.,83.]\n",
    "\n",
    "RAMI_fabsRed_050_BLK =  [0.09380509999999999, 0.16259713, 0.53931207]\n",
    "RAMI_frefRed_050_BLK =  [0.00330673, 0.00517598, 0.01626682]\n",
    "RAMI_ftranRed_050_BLK =  [0.90288817, 0.83222689, 0.44442110999999995]\n",
    "\n",
    "RAMI_fabsRed_050_MED =  [0.10897124, 0.17760124000000002, 0.54764719]\n",
    "RAMI_frefRed_050_MED =  [0.09759354, 0.09107608, 0.06177913]\n",
    "RAMI_ftranRed_050_MED =  [0.90337609, 0.83265704, 0.44469279]\n",
    "\n",
    "RAMI_fabsRed_050_SNW =  [0.21471034, 0.28200132, 0.60564705]\n",
    "RAMI_frefRed_050_SNW =  [0.7526521700000001, 0.6879087300000001, 0.37825442000000004]\n",
    "RAMI_ftranRed_050_SNW =  [0.90659694, 0.83583194, 0.44718138]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "arrayOfLeaves = Array{leafbio{FT,length(wl), length(wle), length(wlf),length(wle)*length(wlf)}, 1}(undef, CanopyRT.canopy.nlayers)\n",
    "for i = 1:CanopyRT.canopy.nlayers\n",
    "    #@show i\n",
    "    arrayOfLeaves[i] = leafbio{FT, length(wl), length(wle), length(wlf),length(wle)*length(wlf)}()\n",
    "    CanopyRT.fluspect!(arrayOfLeaves[i], CanopyRT.optis)\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "function RAMI_case(LAI, soil_albedo, clumping_index)\n",
    "\n",
    "  CanopyRT.soil.albedo_SW[:] .=soil_albedo;\n",
    "  #Clumping index\n",
    "  CanopyRT.canopy.Ω = 1.0\n",
    "  #Viewing Zenith Angle in degrees\n",
    "  CanopyRT.angles.tto=0.0\n",
    "  #Leaf Area index\n",
    "  CanopyRT.canopy.LAI=LAI\n",
    "\n",
    "  reflRed_SZA = []\n",
    "  absRed_SZA = []\n",
    "  transRed_SZA = []\n",
    "\n",
    "  for SZA=0.0:1:85\n",
    "    CanopyRT.angles.tts=SZA  \n",
    "\n",
    "   CanopyRT.fluspect!(leaf, CanopyRT.optis)\n",
    "   CanopyRT.computeCanopyGeomProps!(canopy, angles,canOpt)\n",
    "   CanopyRT.computeCanopyMatrices!(arrayOfLeaves,canOpt);\n",
    "\n",
    "   # leaf reflectance RED\n",
    "   leaf.ρ_SW[28] = 0.0735\n",
    "   # leaf transmittance\n",
    "   leaf.τ_SW[28]= 0.0566 \n",
    "    \n",
    "    #Setting all diffuse to zero\n",
    "    sunRad.E_diffuse[28] = 0.0\n",
    "    \n",
    "    CanopyRT.RTM_SW!(canopy, canOpt, canRad,sunRad, CanopyRT.soil);\n",
    "    push!(reflRed_SZA, canRad.alb_direct[28])\n",
    "    push!(absRed_SZA, (sum(canRad.netSW_shade,dims=2)[28,1].+sum(canRad.netSW_sunlit,dims=2)[28,1])./(sunRad.E_diffuse[28].+sunRad.E_direct[28]))\n",
    "    push!(transRed_SZA,  (canOpt.Es_[28,end] .+ canRad.E_down[28,end])./(sunRad.E_diffuse[28].+sunRad.E_direct[28]))\n",
    "  end\n",
    "\n",
    "  #### Clumped Case\n",
    "\n",
    "  reflRed_clump_SZA = []\n",
    "  absRed_clump_SZA = []\n",
    "  transRed_clump_SZA = []\n",
    "\n",
    "\n",
    "  #Clumping index\n",
    "  CanopyRT.canopy.Ω = clumping_index\n",
    "\n",
    "  for SZA=0.0:1:85\n",
    "    CanopyRT.angles.tts=SZA  \n",
    "\n",
    "    CanopyRT.fluspect!(leaf, CanopyRT.optis)\n",
    "    CanopyRT.computeCanopyGeomProps!(canopy, angles,canOpt)\n",
    "    CanopyRT.computeCanopyMatrices!(arrayOfLeaves,canOpt);\n",
    "    \n",
    "    CanopyRT.RTM_SW!(canopy, canOpt, canRad,sunRad, CanopyRT.soil);\n",
    "    push!(reflRed_clump_SZA, canRad.alb_direct[28])\n",
    "    push!(absRed_clump_SZA, (sum(canRad.netSW_shade,dims=2)[28,1].+sum(canRad.netSW_sunlit,dims=2)[28,1])./(sunRad.E_diffuse[28].+sunRad.E_direct[28]))\n",
    "    push!(transRed_clump_SZA,  (canOpt.Es_[28,end] .+ canRad.E_down[28,end])./(sunRad.E_diffuse[28].+sunRad.E_direct[28]))\n",
    "\n",
    "  end\n",
    "    \n",
    "  return reflRed_SZA,absRed_SZA,transRed_SZA,reflRed_clump_SZA,absRed_clump_SZA,transRed_clump_SZA\n",
    "    \n",
    "end;\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Sparse case with black soil\n",
    "reflRed_SZA,absRed_SZA,transRed_SZA,reflRed_clump_SZA,absRed_clump_SZA,transRed_clump_SZA=RAMI_case(0.50265, 0.0, 0.365864235);\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SZA=0:1:85\n",
    "\n",
    "plot(SZA, [reflRed_SZA, reflRed_clump_SZA],label=[\"\" \"reflectance\"] , layout = (1, 2),title=[\"050_BLK - Default\" \"Clumping\"])\n",
    "plot!(SZA, [absRed_SZA, absRed_clump_SZA] ,label=[\"\" \"absorptance\"])\n",
    "plot!(SZA, [transRed_SZA,transRed_clump_SZA],label=[\"\" \"transmittance\"])\n",
    "\n",
    "\n",
    "##Reference values\n",
    "scatter!(RAMI_SZA, [RAMI_frefRed_050_BLK,RAMI_frefRed_050_BLK],label=[\"\" \"RAMI reflectance\"])\n",
    "scatter!(RAMI_SZA, [RAMI_fabsRed_050_BLK,RAMI_fabsRed_050_BLK],label=[\"\" \"RAMI absorptance\"])\n",
    "scatter!(RAMI_SZA, [RAMI_ftranRed_050_BLK,RAMI_ftranRed_050_BLK],label=[\"\" \"RAMI transmittance\"])\n",
    "ylabel!(\"Radiation Partitioning\")\n",
    "xlabel!(\"Sun Zenith Angle\")\n",
    "\n",
    "plot!(xlims = (0.0, 90.), ylims = (-0.05, 1.0), xticks = 0:20:91., yticks = 0:0.2:1.0)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Sparse case with medium soil\n",
    "reflRed_SZA,absRed_SZA,transRed_SZA,reflRed_clump_SZA,absRed_clump_SZA,transRed_clump_SZA=RAMI_case(0.50265, 0.1217, 0.365864235);\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SZA=0:1:85\n",
    "\n",
    "plot(SZA, [reflRed_SZA, reflRed_clump_SZA],label=[\"\" \"reflectance\"] , layout = (1, 2),title=[\"050_MED - Default\" \"Clumping\"])\n",
    "plot!(SZA, [absRed_SZA, absRed_clump_SZA] ,label=[\"\" \"absorptance\"])\n",
    "plot!(SZA, [transRed_SZA,transRed_clump_SZA],label=[\"\" \"transmittance\"])\n",
    "\n",
    "\n",
    "##Reference values\n",
    "scatter!(RAMI_SZA, [RAMI_frefRed_050_MED,RAMI_frefRed_050_MED],label=[\"\" \"RAMI reflectance\"])\n",
    "scatter!(RAMI_SZA, [RAMI_fabsRed_050_MED,RAMI_fabsRed_050_MED],label=[\"\" \"RAMI absorptance\"])\n",
    "scatter!(RAMI_SZA, [RAMI_ftranRed_050_MED,RAMI_ftranRed_050_MED],label=[\"\" \"RAMI transmittance\"])\n",
    "ylabel!(\"Radiation Partitioning\")\n",
    "xlabel!(\"Sun Zenith Angle\")\n",
    "\n",
    "plot!(xlims = (0.0, 90.), ylims = (-0.05, 1.0), xticks = 0:20:91., yticks = 0:0.2:1.0)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Sparse case with snowy soil\n",
    "reflRed_SZA,absRed_SZA,transRed_SZA,reflRed_clump_SZA,absRed_clump_SZA,transRed_clump_SZA=RAMI_case(0.50265, 0.9640, 0.365864235);\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SZA=0:1:85\n",
    "\n",
    "plot(SZA, [reflRed_SZA, reflRed_clump_SZA],label=[\"\" \"reflectance\"] , layout = (1, 2),title=[\"050_SNW - Default\" \"Clumping\"])\n",
    "plot!(SZA, [absRed_SZA, absRed_clump_SZA] ,label=[\"\" \"absorptance\"])\n",
    "plot!(SZA, [transRed_SZA,transRed_clump_SZA],label=[\"\" \"transmittance\"])\n",
    "\n",
    "\n",
    "##Reference values\n",
    "scatter!(RAMI_SZA, [RAMI_frefRed_050_SNW,RAMI_frefRed_050_SNW],label=[\"\" \"RAMI reflectance\"])\n",
    "scatter!(RAMI_SZA, [RAMI_fabsRed_050_SNW,RAMI_fabsRed_050_SNW],label=[\"\" \"RAMI absorptance\"])\n",
    "scatter!(RAMI_SZA, [RAMI_ftranRed_050_SNW,RAMI_ftranRed_050_SNW],label=[\"\" \"RAMI transmittance\"])\n",
    "ylabel!(\"Radiation Partitioning\")\n",
    "xlabel!(\"Sun Zenith Angle\")\n",
    "\n",
    "plot!(xlims = (0.0, 90.), ylims = (-0.05, 1.0), xticks = 0:20:91., yticks = 0:0.2:1.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3-element Array{Float64,1}:\n",
       " 0.71754777         \n",
       " 0.52755972         \n",
       " 0.08049832999999999"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Defining all reference values for the Medium case \n",
    "\n",
    "RAMI_SZA = [27.,60.,83.]\n",
    "\n",
    "\n",
    "RAMI_fabsRed_150_BLK =  [0.28137804, 0.46514268999999997, 0.89063486]\n",
    "RAMI_frefRed_150_BLK =  [0.00923676, 0.01379672, 0.02970703]\n",
    "RAMI_ftranRed_150_BLK =  [0.7093851999999999, 0.52106059, 0.07965811]\n",
    "\n",
    "RAMI_fabsRed_150_MED =  [0.31403827, 0.49003033, 0.89432051]\n",
    "RAMI_frefRed_150_MED =  [0.06195053, 0.05151941, 0.03561715]\n",
    "RAMI_ftranRed_150_MED =  [0.7104761399999999, 0.52197456, 0.07977039000000001]\n",
    "\n",
    "RAMI_fabsRed_150_SNW =  [0.5431621799999999, 0.66519762, 0.9201217300000001]\n",
    "RAMI_frefRed_150_SNW =  [0.43100610000000006, 0.31581022999999997, 0.07698033]\n",
    "RAMI_ftranRed_150_SNW =  [0.71754777, 0.52755972, 0.08049832999999999]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Medium case with black soil\n",
    "reflRed_SZA,absRed_SZA,transRed_SZA,reflRed_clump_SZA,absRed_clump_SZA,transRed_clump_SZA=RAMI_case(1.5017, 0.0, 0.405417644);\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SZA=0:1:85\n",
    "\n",
    "plot(SZA, [reflRed_SZA, reflRed_clump_SZA],label=[\"\" \"reflectance\"] , layout = (1, 2),title=[\"150_BLK - Default\" \"Clumping\"])\n",
    "plot!(SZA, [absRed_SZA, absRed_clump_SZA] ,label=[\"\" \"absorptance\"])\n",
    "plot!(SZA, [transRed_SZA,transRed_clump_SZA],label=[\"\" \"transmittance\"])\n",
    "\n",
    "\n",
    "##Reference values\n",
    "scatter!(RAMI_SZA, [RAMI_frefRed_150_BLK,RAMI_frefRed_150_BLK],label=[\"\" \"RAMI reflectance\"])\n",
    "scatter!(RAMI_SZA, [RAMI_fabsRed_150_BLK,RAMI_fabsRed_150_BLK],label=[\"\" \"RAMI absorptance\"])\n",
    "scatter!(RAMI_SZA, [RAMI_ftranRed_150_BLK,RAMI_ftranRed_150_BLK],label=[\"\" \"RAMI transmittance\"])\n",
    "ylabel!(\"Radiation Partitioning\")\n",
    "xlabel!(\"Sun Zenith Angle\")\n",
    "\n",
    "plot!(xlims = (0.0, 90.), ylims = (-0.05, 1.0), xticks = 0:20:91., yticks = 0:0.2:1.0)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Medium case with medium soil\n",
    "reflRed_SZA,absRed_SZA,transRed_SZA,reflRed_clump_SZA,absRed_clump_SZA,transRed_clump_SZA=RAMI_case(1.5017, 0.1217, 0.405417644);\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SZA=0:1:85\n",
    "\n",
    "plot(SZA, [reflRed_SZA, reflRed_clump_SZA],label=[\"\" \"reflectance\"] , layout = (1, 2),title=[\"150_MED - Default\" \"Clumping\"])\n",
    "plot!(SZA, [absRed_SZA, absRed_clump_SZA] ,label=[\"\" \"absorptance\"])\n",
    "plot!(SZA, [transRed_SZA,transRed_clump_SZA],label=[\"\" \"transmittance\"])\n",
    "\n",
    "\n",
    "##Reference values\n",
    "scatter!(RAMI_SZA, [RAMI_frefRed_150_MED,RAMI_frefRed_150_MED],label=[\"\" \"RAMI reflectance\"])\n",
    "scatter!(RAMI_SZA, [RAMI_fabsRed_150_MED,RAMI_fabsRed_150_MED],label=[\"\" \"RAMI absorptance\"])\n",
    "scatter!(RAMI_SZA, [RAMI_ftranRed_150_MED,RAMI_ftranRed_150_MED],label=[\"\" \"RAMI transmittance\"])\n",
    "ylabel!(\"Radiation Partitioning\")\n",
    "xlabel!(\"Sun Zenith Angle\")\n",
    "\n",
    "plot!(xlims = (0.0, 90.), ylims = (-0.05, 1.0), xticks = 0:20:91., yticks = 0:0.2:1.0)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Medium case with black soil\n",
    "reflRed_SZA,absRed_SZA,transRed_SZA,reflRed_clump_SZA,absRed_clump_SZA,transRed_clump_SZA=RAMI_case(1.5017, 0.9640, 0.405417644);\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SZA=0:1:85\n",
    "\n",
    "plot(SZA, [reflRed_SZA, reflRed_clump_SZA],label=[\"\" \"reflectance\"] , layout = (1, 2),title=[\"150_SNW - Default\" \"Clumping\"])\n",
    "plot!(SZA, [absRed_SZA, absRed_clump_SZA] ,label=[\"\" \"absorptance\"])\n",
    "plot!(SZA, [transRed_SZA,transRed_clump_SZA],label=[\"\" \"transmittance\"])\n",
    "\n",
    "\n",
    "##Reference values\n",
    "scatter!(RAMI_SZA, [RAMI_frefRed_150_SNW,RAMI_frefRed_150_SNW],label=[\"\" \"RAMI reflectance\"])\n",
    "scatter!(RAMI_SZA, [RAMI_fabsRed_150_SNW,RAMI_fabsRed_150_SNW],label=[\"\" \"RAMI absorptance\"])\n",
    "scatter!(RAMI_SZA, [RAMI_ftranRed_150_SNW,RAMI_ftranRed_150_SNW],label=[\"\" \"RAMI transmittance\"])\n",
    "ylabel!(\"Radiation Partitioning\")\n",
    "xlabel!(\"Sun Zenith Angle\")\n",
    "\n",
    "plot!(xlims = (0.0, 90.), ylims = (-0.05, 1.0), xticks = 0:20:91., yticks = 0:0.2:1.0)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3-element Array{Float64,1}:\n",
       " 0.5256125\n",
       " 0.280805 \n",
       " 0.01935  "
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Defining all reference values for the Dense case \n",
    "\n",
    "RAMI_SZA = [27.,60.,83.]\n",
    "\n",
    "\n",
    "RAMI_fabsRed_250_BLK =  [0.46852539, 0.70426097, 0.9461774300000001]\n",
    "RAMI_frefRed_250_BLK =  [0.01445858, 0.02016963, 0.03477486]\n",
    "RAMI_ftranRed_250_BLK =  [0.51701603, 0.2755694, 0.01904771]\n",
    "\n",
    "RAMI_fabsRed_250_MED =  [0.50540545, 0.72429659, 0.94742381]\n",
    "RAMI_frefRed_250_MED =  [0.03953053, 0.03315039, 0.03580858]\n",
    "RAMI_ftranRed_250_MED =  [0.51811911, 0.27616192, 0.01909098]\n",
    "\n",
    "RAMI_fabsRed_250_SNW =  [0.76512258, 0.86538802, 0.9562473199999999]\n",
    "RAMI_frefRed_250_SNW =  [0.21595537, 0.124503, 0.043056080000000004]\n",
    "RAMI_ftranRed_250_SNW =  [0.5256125, 0.280805, 0.01935]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Dense case with black soil\n",
    "reflRed_SZA,absRed_SZA,transRed_SZA,reflRed_clump_SZA,absRed_clump_SZA,transRed_clump_SZA=RAMI_case(2.5007, 0.0, 0.45946608);\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SZA=0:1:85\n",
    "\n",
    "plot(SZA, [reflRed_SZA, reflRed_clump_SZA],label=[\"\" \"reflectance\"] , layout = (1, 2),title=[\"250_BLK - Default\" \"Clumping\"])\n",
    "plot!(SZA, [absRed_SZA, absRed_clump_SZA] ,label=[\"\" \"absorptance\"])\n",
    "plot!(SZA, [transRed_SZA,transRed_clump_SZA],label=[\"\" \"transmittance\"])\n",
    "\n",
    "\n",
    "##Reference values\n",
    "scatter!(RAMI_SZA, [RAMI_frefRed_250_BLK,RAMI_frefRed_250_BLK],label=[\"\" \"RAMI reflectance\"])\n",
    "scatter!(RAMI_SZA, [RAMI_fabsRed_250_BLK,RAMI_fabsRed_250_BLK],label=[\"\" \"RAMI absorptance\"])\n",
    "scatter!(RAMI_SZA, [RAMI_ftranRed_250_BLK,RAMI_ftranRed_250_BLK],label=[\"\" \"RAMI transmittance\"])\n",
    "ylabel!(\"Radiation Partitioning\")\n",
    "xlabel!(\"Sun Zenith Angle\")\n",
    "\n",
    "plot!(xlims = (0.0, 90.), ylims = (-0.05, 1.0), xticks = 0:20:91., yticks = 0:0.2:1.0)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Medium case with medium soil\n",
    "reflRed_SZA,absRed_SZA,transRed_SZA,reflRed_clump_SZA,absRed_clump_SZA,transRed_clump_SZA=RAMI_case(2.5007, 0.1217, 0.45946608);\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SZA=0:1:85\n",
    "\n",
    "plot(SZA, [reflRed_SZA, reflRed_clump_SZA],label=[\"\" \"reflectance\"] , layout = (1, 2),title=[\"250_MED - Default\" \"Clumping\"])\n",
    "plot!(SZA, [absRed_SZA, absRed_clump_SZA] ,label=[\"\" \"absorptance\"])\n",
    "plot!(SZA, [transRed_SZA,transRed_clump_SZA],label=[\"\" \"transmittance\"])\n",
    "\n",
    "\n",
    "##Reference values\n",
    "scatter!(RAMI_SZA, [RAMI_frefRed_250_MED,RAMI_frefRed_250_MED],label=[\"\" \"RAMI reflectance\"])\n",
    "scatter!(RAMI_SZA, [RAMI_fabsRed_250_MED,RAMI_fabsRed_250_MED],label=[\"\" \"RAMI absorptance\"])\n",
    "scatter!(RAMI_SZA, [RAMI_ftranRed_250_MED,RAMI_ftranRed_250_MED],label=[\"\" \"RAMI transmittance\"])\n",
    "ylabel!(\"Radiation Partitioning\")\n",
    "xlabel!(\"Sun Zenith Angle\")\n",
    "\n",
    "plot!(xlims = (0.0, 90.), ylims = (-0.05, 1.0), xticks = 0:20:91., yticks = 0:0.2:1.0)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Dense case with snowy soil\n",
    "reflRed_SZA,absRed_SZA,transRed_SZA,reflRed_clump_SZA,absRed_clump_SZA,transRed_clump_SZA=RAMI_case(2.5007, 0.9640, 0.45946608);\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "SZA=0:1:85\n",
    "\n",
    "plot(SZA, [reflRed_SZA, reflRed_clump_SZA],label=[\"\" \"reflectance\"] , layout = (1, 2),title=[\"250_SNW - Default\" \"Clumping\"])\n",
    "plot!(SZA, [absRed_SZA, absRed_clump_SZA] ,label=[\"\" \"absorptance\"])\n",
    "plot!(SZA, [transRed_SZA,transRed_clump_SZA],label=[\"\" \"transmittance\"])\n",
    "\n",
    "\n",
    "##Reference values\n",
    "scatter!(RAMI_SZA, [RAMI_frefRed_250_SNW,RAMI_frefRed_250_SNW],label=[\"\" \"RAMI reflectance\"])\n",
    "scatter!(RAMI_SZA, [RAMI_fabsRed_250_SNW,RAMI_fabsRed_250_SNW],label=[\"\" \"RAMI absorptance\"])\n",
    "scatter!(RAMI_SZA, [RAMI_ftranRed_250_SNW,RAMI_ftranRed_250_SNW],label=[\"\" \"RAMI transmittance\"])\n",
    "ylabel!(\"Radiation Partitioning\")\n",
    "xlabel!(\"Sun Zenith Angle\")\n",
    "\n",
    "plot!(xlims = (0.0, 90.), ylims = (-0.05, 1.0), xticks = 0:20:91., yticks = 0:0.2:1.0)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ### Test a VZA dependence in the principal plane with clumping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define a few wavelengths:\n",
    "wl_blue = 450.0;\n",
    "wl_red = 600.0;\n",
    "wl_FarRed = 740.0;\n",
    "wl_Red = 685.0;\n",
    "ind_wle_blue  = argmin(abs.(wle .-wl_blue));\n",
    "ind_wle_red = argmin(abs.(wle .-wl_red));\n",
    "ind_wlf_FR  = argmin(abs.(wlf .-wl_FarRed));\n",
    "ind_wlf_R  = argmin(abs.(wlf .-wl_Red));\n",
    "ind_red = argmin(abs.(wl .-wl_Red));\n",
    "ind_NIR = argmin(abs.(wl .-800));\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "SIF_FR = Float32[]\n",
    "SIF_R = Float32[]\n",
    "reflVIS = Float32[]\n",
    "reflNIR = Float32[]\n",
    "\n",
    "## Just running the code over all geometries:\n",
    "#MED\n",
    "CanopyRT.soil.albedo_SW[:] .=0.1217;\n",
    "## Set sun SZA to 27 degrees\n",
    "CanopyRT.angles.tts=27.\n",
    "## Set 0 azimuth (principal plane)\n",
    "CanopyRT.angles.psi=0\n",
    "\n",
    "#Adding clumping \n",
    "CanopyRT.canopy.Ω = 1.0\n",
    "## LAI of 3:\n",
    "CanopyRT.canopy.LAI = 2.5007\n",
    "## Define VZA \n",
    "VZA=collect(-89.5:0.5:89.5)\n",
    "\n",
    "for VZA_ in VZA\n",
    "    CanopyRT.angles.tto=VZA_\n",
    "    CanopyRT.computeCanopyGeomProps!(canopy, angles,canOpt);\n",
    "    CanopyRT.computeCanopyMatrices!(arrayOfLeaves,canOpt);\n",
    "    CanopyRT.RTM_SW!(canopy, canOpt, canRad,sunRad, CanopyRT.soil);\n",
    "    CanopyRT.computeSIF_Fluxes!(arrayOfLeaves, canOpt, canRad, canopy, CanopyRT.soil);\n",
    "    ## Handpicked indices in \n",
    "    push!(reflVIS, canRad.alb_obs[ind_red])\n",
    "    push!(reflNIR, canRad.alb_obs[ind_NIR])\n",
    "    push!(SIF_R , canRad.SIF_obs[ind_wlf_R])\n",
    "    push!(SIF_FR, canRad.SIF_obs[ind_wlf_FR ])\n",
    "end\n",
    "\n",
    "\n",
    "#Adding clumping \n",
    "CanopyRT.canopy.Ω = 0.45946608\n",
    "\n",
    "SIF_FR_clump = Float32[]\n",
    "SIF_R_clump = Float32[]\n",
    "reflVIS_clump = Float32[]\n",
    "reflNIR_clump = Float32[]\n",
    "\n",
    "\n",
    "for VZA_ in VZA\n",
    "    CanopyRT.angles.tto=VZA_\n",
    "    CanopyRT.computeCanopyGeomProps!(canopy, angles,canOpt);\n",
    "    CanopyRT.computeCanopyMatrices!(arrayOfLeaves,canOpt);\n",
    "    CanopyRT.RTM_SW!(canopy, canOpt, canRad,sunRad, CanopyRT.soil);\n",
    "    CanopyRT.computeSIF_Fluxes!(arrayOfLeaves, canOpt, canRad, canopy, CanopyRT.soil);\n",
    "    ## Handpicked indices in \n",
    "    push!(reflVIS_clump, canRad.alb_obs[ind_red])\n",
    "    push!(reflNIR_clump, canRad.alb_obs[ind_NIR])\n",
    "    push!(SIF_R_clump , canRad.SIF_obs[ind_wlf_R])\n",
    "    push!(SIF_FR_clump, canRad.SIF_obs[ind_wlf_FR ])\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Plots Visible \n",
    "plot(VZA, reflVIS, color=[:black],label=\"Red Reflectance\", lw=2)\n",
    "plot!(VZA, SIF_R/30, color=[:orange],label=\"Red SIF (/30)\", lw=2)\n",
    "plot!(VZA, reflVIS_clump, color=[:black], line=(:dash,2),label=\"Red Reflectance w/ Clumping\", lw=2)\n",
    "plot!(VZA, SIF_R_clump/30, color=[:orange], line=(:dash,2),label=\"Red SIF (/30) w/ Clumping\", lw=2)\n",
    "xlabel!(\"Viewing Zenith Angle\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Plots Visible \n",
    "plot(VZA, reflNIR, color=[:black],label=\"NIR Reflectance\", lw=2)\n",
    "plot!(VZA, SIF_FR/6, color=[:orange],label=\"Far Red SIF (/6)\", lw=2)\n",
    "plot!(VZA, reflNIR_clump, color=[:black], line=(:dash,2),label=\"NIR Reflectance w/ Clumping\", lw=2)\n",
    "plot!(VZA, SIF_FR_clump/6, color=[:orange], line=(:dash,2),label=\"Far Red SIF (/6) w/ Clumping\", lw=2)\n",
    "xlabel!(\"Viewing Zenith Angle\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ## BRDF sampling\n",
    "\n",
    "By going through viewing and azimuth angles, we can construct a full BRDF for reflectance and SIF emissions at different wavelengths:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "reflVIS = Float32[]\n",
    "reflNIR = Float32[]\n",
    "SIF_FR = Float32[]\n",
    "SIF_R  = Float32[]\n",
    "\n",
    "#MED\n",
    "CanopyRT.soil.albedo_SW[:] .=0.1217;\n",
    "CanopyRT.angles.tts=27.\n",
    "CanopyRT.angles.psi=0\n",
    "CanopyRT.canopy.LAI=2.5007\n",
    "CanopyRT.canopy.Ω = 1.0\n",
    "for psi=0:360\n",
    "    CanopyRT.angles.psi=psi\n",
    "    for VZA=0:1:85\n",
    "        CanopyRT.angles.tto=VZA\n",
    "\n",
    "        CanopyRT.computeCanopyGeomProps!(canopy, angles,canOpt);\n",
    "        CanopyRT.computeCanopyMatrices!(arrayOfLeaves,canOpt);\n",
    "        CanopyRT.RTM_SW!(canopy, canOpt, canRad,sunRad, CanopyRT.soil);\n",
    "        CanopyRT.computeSIF_Fluxes!(arrayOfLeaves, canOpt, canRad, canopy, CanopyRT.soil);\n",
    "        push!(reflVIS, canRad.alb_obs[28])\n",
    "        push!(reflNIR, canRad.alb_obs[52])\n",
    "        push!(SIF_R , canRad.SIF_obs[8])\n",
    "        push!(SIF_FR, canRad.SIF_obs[20])\n",
    "    end\n",
    "end\n",
    "\n",
    "#Adding clumping \n",
    "CanopyRT.canopy.Ω = 0.45946608\n",
    "\n",
    "SIF_FR_clump = Float32[]\n",
    "SIF_R_clump = Float32[]\n",
    "reflVIS_clump = Float32[]\n",
    "reflNIR_clump = Float32[]\n",
    "\n",
    "for psi=0:360\n",
    "    CanopyRT.angles.psi=psi\n",
    "    for VZA=0:1:85\n",
    "        CanopyRT.angles.tto=VZA\n",
    "\n",
    "        CanopyRT.computeCanopyGeomProps!(canopy, angles,canOpt);\n",
    "        CanopyRT.computeCanopyMatrices!(arrayOfLeaves,canOpt);\n",
    "        CanopyRT.RTM_SW!(canopy, canOpt, canRad,sunRad, CanopyRT.soil);\n",
    "        CanopyRT.computeSIF_Fluxes!(arrayOfLeaves, canOpt, canRad, canopy, CanopyRT.soil);\n",
    "        push!(reflVIS_clump, canRad.alb_obs[28])\n",
    "        push!(reflNIR_clump, canRad.alb_obs[52])\n",
    "        push!(SIF_R_clump , canRad.SIF_obs[8])\n",
    "        push!(SIF_FR_clump, canRad.SIF_obs[20])\n",
    "    end\n",
    "end\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "A = reshape(reflNIR, ( 86,361));\n",
    "B = reshape(reflVIS, ( 86,361));\n",
    "SIFFER = reshape(SIF_R, ( 86,361));\n",
    "SIFFER_FR = reshape(SIF_FR, ( 86,361));\n",
    "\n",
    "A_clump = reshape(reflNIR_clump, ( 86,361));\n",
    "B_clump = reshape(reflVIS_clump, ( 86,361));\n",
    "SIFFER_clump = reshape(SIF_R_clump, ( 86,361));\n",
    "SIFFER_FR_clump = reshape(SIF_FR_clump, ( 86,361));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "hm = contourf(deg2rad.(collect((0:360))),collect(0:1:85),  [A,A_clump],  proj=:polar, color=:viridis, alpha=0.5,levels=collect(0.25:0.012:0.5),layout = (1, 2),title=[\"NIR reflectance BRDF\" \"Clumping\"])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hm = contourf(deg2rad.(collect((0:360))),collect(0:1:85),  [B,B_clump],  proj=:polar, color=:viridis, alpha=0.5,levels=collect(0.0:0.005:0.045),layout = (1, 2),title=[\"Red reflectance BRDF\" \"Clumping\"])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hm = contourf(deg2rad.(collect((0:360))),collect(0:1:85),  [SIFFER,SIFFER_clump],  proj=:polar, color=:viridis, alpha=0.5,levels=collect(0.3:0.05:0.8),layout = (1, 2),title=[\"Red SIF emission BRDF\" \"Clumping\"])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hm = contourf(deg2rad.(collect((0:360))),collect(0:1:85),  [SIFFER_FR,SIFFER_FR_clump],  proj=:polar, color=:viridis, alpha=0.5,levels=collect(1.:0.1:3.5),layout = (1, 2),title=[\"Red SIF emission BRDF\" \"Clumping\"])\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Julia 1.3.1",
   "language": "julia",
   "name": "julia-1.3"
  },
  "language_info": {
   "file_extension": ".jl",
   "mimetype": "application/julia",
   "name": "julia",
   "version": "1.3.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
